ML-engineer LLM Text Detection

What You Will Be Doing:

• Model Development and Tuning: Creation and fine-tuning of transformer models (e.g., DeBERTa-v3-large, GPT, or their analogs) for high-precision identification of AI-generated texts.
• Data Management: Building and processing scalable, diverse, and high-quality datasets, including human texts (e.g., The Pile) and AI-generated texts.
• Data Synthesis: Generation of balanced datasets using modern language models (e.g., GPT-4, LLaMA3, Starling-LM:7B-beta).
• Scalability of Solutions: Development of distributed systems for scalable training, testing, and deployment of models.
• Performance Optimization: Improving model accuracy, robustness, and scalability, including handling edge cases and complex examples.
• Model Validation: Conducting rigorous testing using balanced datasets to ensure the objectivity and reliability of models.

Requirements:

• Experience with Transformer Models: Deep understanding of architectures such as BERT, DeBERTa, GPT, or their analogs, including expertise in fine-tuning and modification.
• NLP Expertise: Excellent knowledge of natural language processing and tasks related to distinguishing AI-generated texts.
• Programming: Proficient in Python and frameworks such as PyTorch, TensorFlow, and Hugging Face Transformers.
• Data Handling Skills: Experience in processing large volumes of data and creating clean, balanced training datasets.
• Working with LLMs: Practical experience with modern large language models (LLMs) and their fine-tuning.
• Distributed Systems: Knowledge of distributed solutions for scalable computations and efficient use of computational resources.
• Analytical Thinking: Ability to analyze complex tasks and develop optimal solutions for text detection.

Bonus Points:

• Experience with Tools for AI Model Evaluation.
• Knowledge of Adversarial Testing Methods and their application to improve model reliability.
• Familiarity with Collaborative Development Tools (e.g., GitHub, CI/CD).
• Interest in Ethical and Responsible AI Use.

What We Offer:

• Participation in the development of a fast-growing product operating in real-time markets.
• A competitive salary based on your qualifications and interview performance, ranging from $8,000 to $15,000.
• Opportunities to enhance your expertise by working with top-tier colleagues and learning on the job.
• A dynamic and supportive team of professionals who value integrity, honesty, and openness.
• English classes with a native speaker, health insurance after the probation period, and thoughtful holiday gifts.
• The chance to implement bold and ambitious initiatives.
• A horizontal organizational structure with no bureaucracy or "big boss" syndrome.
• A results-driven work culture with a flexible schedule and fully remote opportunities.

If this sounds like you, apply now to join our team!